{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from DistantSpeech.beamformer.utils import load_audio\n",
    "from scipy.signal import convolve as conv\n",
    "from matplotlib import pyplot as plt\n",
    "from tqdm import tqdm\n",
    "import numpy as np\n",
    "from DistantSpeech.adaptivefilter.BaseFilter import BaseFilter, awgn\n",
    "from DistantSpeech.adaptivefilter import FastFreqLms, SubbandLMS\n",
    "from DistantSpeech.beamformer.utils import load_audio as audioread\n",
    "from DistantSpeech.beamformer.utils import save_audio as audiowrite\n",
    "from DistantSpeech.transform.transform import Transform\n",
    "from DistantSpeech.transform.subband import Subband\n",
    "from DistantSpeech.beamformer.utils import pt\n",
    "from DistantSpeech.adaptivefilter import BaseFilter, awgn, FastFreqLms, Mdf\n",
    "from DistantSpeech.adaptivefilter.aec import Aec\n",
    "from DistantSpeech.beamformer.utils import pmesh"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(180000,)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sim = 1\n",
    "\n",
    "src = audioread('/home/wangwei/work/lanxun/pcm/dac_data16000.wav')\n",
    "data = audioread('/home/wangwei/work/lanxun/pcm/mic_data_ali.wav')\n",
    "data = data[:360000]\n",
    "src = src[:len(data)]\n",
    "\n",
    "if sim:\n",
    "\n",
    "    # load source single and rir\n",
    "    src = load_audio('/home/wangwei/work/DistantSpeech/samples/audio_samples/cleanspeech_aishell3.wav')\n",
    "    src = src[:180000]\n",
    "    # src = np.random.rand(len(src))-0.5# * np.sqrt(npower)\n",
    "    interf = load_audio('/home/wangwei/work/DistantSpeech/samples/audio_samples/interf.wav')\n",
    "    print(src.shape)\n",
    "    rir = load_audio('/home/wangwei/work/DistantSpeech/DistantSpeech/adaptivefilter/rir.wav')\n",
    "    rir = rir[200:]\n",
    "\n",
    "    filter_len = 512\n",
    "\n",
    "    rir = rir[:filter_len, np.newaxis]*4\n",
    "    plt.figure()\n",
    "    plt.plot(rir)\n",
    "    plt.title('impulse response')\n",
    "    plt.show()\n",
    "\n",
    "    # src = awgn(src, 30)\n",
    "\n",
    "    SNR = 30\n",
    "    data_clean = conv(src, rir[:, 0])\n",
    "    data = data_clean[:len(src)]\n",
    "\n",
    "    # data[100000:180000] = data[100000:180000] + speech[100000:180000] * 2\n",
    "    data[:len(interf)] = data[:len(interf)] + interf\n",
    "\n",
    "    data = awgn(data, SNR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# pt(speech[100000:140000])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      " 19%|█▉        | 34433/179488 [00:00<00:00, 172559.40it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "...transfer...\n",
      "\n",
      "...transfer...\n",
      "\n",
      "...transfer...\n",
      "\n",
      "...transfer...\n",
      "\n",
      "...transfer...\n",
      "\n",
      "...transfer...\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 179488/179488 [00:01<00:00, 175708.20it/s]\n"
     ]
    }
   ],
   "source": [
    "filter_len = 512\n",
    "mdf = Aec(filter_len=filter_len, mu=1.e-1, num_block=4, alpha=0.9, prop=False)\n",
    "valid_len = len(src)-mdf.filter_len  # discard last frame\n",
    "output_mdf = np.zeros(data.shape)\n",
    "n_frames = int(output_mdf.shape[0]/mdf.block_len)\n",
    "mu_opt = np.zeros((mdf.half_bin, n_frames))\n",
    "\n",
    "leak_estimate = np.zeros(data.shape)\n",
    "\n",
    "est_err = np.zeros(valid_len)\n",
    "\n",
    "t = 0\n",
    "for n in tqdm(range((valid_len))):\n",
    "    if np.mod(n, mdf.block_len) == 0:\n",
    "        input_vector = src[n: n +  mdf.block_len]\n",
    "        d_vector = data[n : n + mdf.block_len]\n",
    "        err, w_mdf = mdf.update(input_vector, d_vector)\n",
    "        output_mdf[n : n + mdf.block_len] = err[:, 0]\n",
    "        leak_estimate[n : n + mdf.block_len] = mdf.leak_estimate\n",
    "        mu_opt[:, t] = mdf.mu_opt[:, 0]\n",
    "        t = t + 1\n",
    "\n",
    "        if n< 25000:\n",
    "            w_est = mdf.w\n",
    "\n",
    "        est_err[n : n + mdf.block_len] = np.sum(np.abs(rir - mdf.w[:len(rir)])**2)\n",
    "\n",
    "        # eta[n : n + mdf.block_len] = mdf.beta[16, 0]\n",
    "        # eta[n : n + mdf.block_len] = mdf.eta"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(rir)\n",
    "plt.plot(mdf.w)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-0.0037803939144986165\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1008x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pt(output_mdf)\n",
    "plt.figure(figsize=(14,8))\n",
    "plt.plot(10 * np.log(est_err / np.sum(np.abs(rir[:, 0])**2) + 1e-6))\n",
    "plt.show()\n",
    "pt(leak_estimate)\n",
    "print(min(leak_estimate))\n",
    "pmesh(mu_opt)\n",
    "# audiowrite('aec/ref2.wav', src)\n",
    "# audiowrite('aec/mic2.wav', data)\n",
    "audiowrite('aec/out.wav', output_mdf)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.8.8 ('.venv': venv)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "532cddd74b9fabc13f740f51c7600370dbbc74aaf96e64501f4b1ae280f38de4"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
